When vizualization doesn't work (https://github.com/interpretml/interpret/issues/259)

Import Data

Train Test Split

Explore the data

InterpretML also support data exploration

Modeling & Hyperparameter Tuning

Logistic Regression

Note: InterpretML's Logistic Regression currently cannot run with RandomizedSearchCV since it does not implement a 'get_params' method.

EBM

Hyperparameter Optimization

Model Performance

Global Explanation

Local Explanation

LightGBM

Hyperparameter Optimization

Model Performance

Local Explanations